Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "10" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 79 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 75 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 70.964176 | 101.816192 | inf | inf | 19.256931 | 31.835281 | 44.927242 | 75.269637 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459593 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 265.604300 | 272.479194 | inf | inf | 31.785725 | 76.146817 | 91.769971 | 441.806288 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459592 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 2.988172 | -0.249348 | 6.529591 | 2.641099 | 3.521667 | -0.317372 | 4.432545 | 0.033659 | 0.0295 | 0.0303 | 0.0015 | nan | nan |
| 2459591 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 18.817892 | 5.033615 | 74.365267 | 22.634792 | 36.955301 | 7.682086 | 8.510647 | 0.272534 | 0.5258 | 0.6479 | 0.4172 | 2.677309 | 3.881495 |
| 2459590 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.243321 | 5.514700 | 22.086639 | 19.929361 | 9.919481 | 6.858615 | 2.721187 | 0.939838 | 0.6335 | 0.6465 | 0.3722 | 4.717894 | 4.703083 |
| 2459589 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 334.556875 | 337.531681 | inf | inf | 18.569911 | 59.814512 | 74.931324 | 438.079150 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459588 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.875395 | 4.269777 | 3.165934 | 21.686120 | 4.625585 | 11.729021 | 4.246611 | 12.169122 | 0.7421 | 0.7297 | 0.2234 | 6.622248 | 5.883965 |
| 2459587 | dish_ok | 100.00% | - | - | - | 100.00% | 0.00% | 349.507799 | 350.941437 | inf | inf | -1.598895 | 104.050622 | -4.675000 | 492.584161 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.636290 | 2.948349 | -0.693779 | 1.904329 | -0.950005 | 3.557691 | -0.070319 | 0.400694 | 0.6330 | 0.6524 | 0.3719 | 3.419685 | 3.473764 |
| 2459585 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.027681 | 5.129879 | 0.309296 | 3.521668 | -0.159020 | 2.721900 | 2.891683 | 1.592645 | 0.0338 | 0.0323 | 0.0011 | 0.000000 | 0.000000 |
| 2459584 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 19.937273 | 21.949931 | 2.883699 | 9.860306 | 2.559023 | 22.978820 | -0.536526 | -0.173327 | 0.5984 | 0.6085 | 0.3746 | 8.751391 | 13.476882 |
| 2459583 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459582 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.382080 | 4.210671 | -0.398523 | 6.168288 | 0.231213 | 6.325889 | -0.564126 | -0.074573 | 0.6437 | 0.6456 | 0.3943 | 3.882526 | 3.639973 |
| 2459581 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.798715 | 6.264872 | -0.217399 | 6.185536 | 0.108428 | 3.837699 | 0.890758 | 0.536339 | 0.6329 | 0.6396 | 0.4037 | 3.433596 | 3.303518 |
| 2459580 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.389452 | 4.268787 | -0.573695 | 6.750488 | -0.012844 | 3.717191 | -0.544609 | 0.223225 | 0.6483 | 0.6526 | 0.3895 | 3.977582 | 3.654279 |
| 2459579 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.382301 | 4.454905 | -0.360451 | 7.850855 | -0.103561 | 5.179499 | 0.091667 | 0.788692 | 0.6432 | 0.6494 | 0.3905 | 3.744772 | 3.769513 |
| 2459578 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.533011 | -0.883019 | -0.529917 | -0.041447 | 0.121189 | 1.147985 | 0.036794 | -0.162944 | 0.0313 | 0.0328 | 0.0007 | nan | nan |
| 2459577 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.763717 | 5.800817 | -0.127060 | 5.725130 | 0.798746 | 4.090826 | -0.380493 | 0.506166 | 0.6440 | 0.6547 | 0.3888 | 3.756091 | 3.617163 |
| 2459576 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.648560 | 4.310802 | 1.777924 | 4.638894 | 1.201615 | 3.583760 | 0.612502 | 1.052211 | 0.6627 | 0.6728 | 0.3886 | 2.589018 | 2.580861 |
| 2459575 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.183873 | 3.429153 | -0.500084 | 4.358796 | 0.815280 | 5.685919 | -0.117241 | 6.179573 | 0.7152 | 0.7214 | 0.3468 | 0.000000 | 0.000000 |
| 2459574 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.910983 | 3.915147 | -0.630927 | 4.331247 | 0.608120 | 3.831531 | 0.395564 | 0.199205 | 0.6669 | 0.6764 | 0.3774 | 3.499712 | 3.272048 |
| 2459573 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459572 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459571 | dish_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.183235 | -1.024018 | -0.774161 | -0.138397 | 1.484131 | 0.100275 | 0.115592 | -0.217364 | 0.0313 | 0.0346 | 0.0007 | nan | nan |
| 2459570 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.164115 | 3.880177 | -0.611554 | 5.007136 | 1.082888 | 5.309744 | 0.326549 | 7.568162 | 0.7132 | 0.7181 | 0.2689 | 3.876473 | 3.783450 |
| 2459566 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.942775 | 4.043216 | 1.960081 | 6.068858 | 0.489267 | 4.161352 | 0.760208 | 0.089510 | 0.6510 | 0.6599 | 0.4032 | 6.303329 | 5.028648 |
| 2459565 | dish_ok | 0.00% | - | - | - | 100.00% | 0.00% | 1.633766 | 1.633766 | 1.509412 | 1.509412 | 0.566250 | 0.566250 | 0.074197 | 0.074197 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.581344 | 1.209130 | 0.143470 | -1.974869 | -0.918461 | -2.158389 | -1.388354 | -0.580961 | 0.6608 | 0.6717 | 0.3991 | 2.650618 | 2.597706 |
| 2459563 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.378140 | 4.716232 | 18.826481 | 13.828756 | 9.263191 | 5.525678 | -1.174176 | -0.962883 | 0.6470 | 0.6595 | 0.4022 | 4.358630 | 4.261997 |
| 2459562 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.975020 | 0.501714 | -0.040405 | -1.529153 | -1.191750 | -2.415445 | -1.175894 | -0.833037 | 0.6552 | 0.6722 | 0.3920 | 2.863035 | 2.706930 |
| 2459561 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.578929 | 1.204475 | 0.344519 | -1.047875 | -0.991551 | -1.776865 | -1.859952 | -1.420794 | 0.6574 | 0.6745 | 0.3905 | 4.603136 | 4.289099 |
| 2459560 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.995450 | 0.773539 | -0.043470 | -1.205188 | -0.960114 | -1.678974 | -1.371096 | -0.937021 | 0.6575 | 0.6695 | 0.4011 | 0.000000 | 0.000000 |
| 2459559 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.803223 | 1.388746 | 0.654902 | -0.732233 | -0.533259 | -1.565095 | -1.240547 | -1.008145 | 0.6568 | 0.6740 | 0.3961 | 2.787414 | 2.667196 |
| 2459558 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459557 | dish_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0378 | 0.0310 | 0.0010 | nan | nan |
| 2459556 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.634429 | 5.384081 | 11.103216 | 7.371321 | 8.708181 | 4.710235 | 3.037536 | 0.356029 | 0.6637 | 0.6721 | 0.3947 | 2.889697 | 2.925465 |
| 2459554 | dish_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6524 | 0.6652 | 0.4109 | nan | nan |
| 2459553 | dish_ok | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6553 | 0.6695 | 0.4067 | nan | nan |
| 2459552 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459551 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459550 | dish_ok | - | 96.71% | 96.71% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0586 | 0.0564 | 0.0007 | nan | nan |
| 2459549 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.707462 | 4.780068 | 10.605624 | 7.531134 | 9.964352 | 6.223948 | -1.051601 | -0.868711 | 0.6516 | 0.6660 | 0.4187 | 2.676100 | 2.814611 |
| 2459542 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.174993 | 5.292622 | 22.244060 | 15.518909 | 0.181800 | 0.344893 | -1.524356 | -1.456671 | 0.7134 | 0.7131 | 0.3827 | 2.639309 | 2.738641 |
| 2459541 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.977620 | 2.370766 | 1.745390 | 0.126313 | -0.359062 | -1.654121 | -1.002714 | -1.016575 | 0.7111 | 0.6998 | 0.3752 | 2.825036 | 2.664491 |
| 2459536 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.999330 | 7.760582 | 17.815650 | 12.863559 | 15.146116 | 10.773251 | -1.751267 | -2.396405 | 0.6847 | 0.7008 | 0.4248 | 3.246513 | 3.063934 |
| 2459535 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.489993 | 1.613289 | 1.449042 | 0.021823 | -1.777277 | -1.750735 | -1.916829 | -1.107392 | 0.7431 | 0.7204 | 0.3967 | 2.603940 | 2.560432 |
| 2459534 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.750596 | 1.399519 | 0.500230 | -0.881674 | -1.302333 | -2.153572 | -1.138562 | -0.683400 | 0.7354 | 0.7213 | 0.3878 | 3.288660 | 3.183921 |
| 2459533 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.147560 | 5.577121 | 11.139187 | 7.611663 | 8.682738 | 6.078626 | -1.981204 | -1.496637 | 0.6700 | 0.6813 | 0.4086 | 2.763574 | 2.857544 |
| 2459532 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.223078 | 6.518231 | 14.618266 | 9.866887 | 11.376708 | 7.585943 | -1.615278 | -1.567984 | 0.6703 | 0.6781 | 0.4080 | 3.070508 | 3.198841 |
| 2459530 | dish_ok | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.692745 | 1.173129 | 0.408820 | -0.865102 | -1.117840 | -2.491829 | -1.594055 | -0.932981 | 0.6921 | 0.6964 | 0.4044 | 2.822718 | 2.822520 |
| 2459527 | dish_ok | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | dish_ok | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | dish_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.529035 | 2.770094 | 5.942928 | 3.229593 | 6.376589 | 10.096165 | 0.246776 | 1.334904 | 0.0394 | 0.0362 | 0.0008 | nan | nan |
| 2459508 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.047584 | 5.420389 | 9.853203 | 5.964002 | 10.095585 | 4.948708 | 9.044091 | 7.139333 | 0.8534 | 0.8805 | 0.3066 | 0.000000 | 0.000000 |
| 2459505 | dish_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.950194 | 5.437252 | 11.999846 | 7.170172 | 3.225947 | 5.006080 | -0.366498 | 0.116439 | 0.8540 | 0.8203 | 0.2426 | 5.285063 | 5.344708 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 23.538461 | 4.666757 | 4.177146 | 23.538461 | 3.904005 | 5.615867 | 0.002906 | 1.650051 | 1.589383 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 18.204774 | 4.210947 | 4.755629 | 4.535343 | 18.204774 | 1.747116 | 6.588786 | 0.764611 | 0.896278 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | inf | 315.693968 | 314.327842 | inf | inf | 47.738336 | 26.266978 | 904.478745 | 293.844940 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 16.383548 | 4.254497 | 3.840374 | 16.383548 | 3.725009 | 5.036603 | 2.024314 | 1.409014 | 0.499412 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | inf | 389.979618 | 384.693945 | inf | inf | 35.019960 | 20.777180 | 186.004920 | 52.241913 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | inf | 70.964176 | 101.816192 | inf | inf | 19.256931 | 31.835281 | 44.927242 | 75.269637 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | inf | 265.604300 | 272.479194 | inf | inf | 31.785725 | 76.146817 | 91.769971 | 441.806288 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 6.529591 | -0.249348 | 2.988172 | 2.641099 | 6.529591 | -0.317372 | 3.521667 | 0.033659 | 4.432545 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 74.365267 | 5.033615 | 18.817892 | 22.634792 | 74.365267 | 7.682086 | 36.955301 | 0.272534 | 8.510647 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 22.086639 | 7.243321 | 5.514700 | 22.086639 | 19.929361 | 9.919481 | 6.858615 | 2.721187 | 0.939838 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | inf | 337.531681 | 334.556875 | inf | inf | 59.814512 | 18.569911 | 438.079150 | 74.931324 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 21.686120 | 2.875395 | 4.269777 | 3.165934 | 21.686120 | 4.625585 | 11.729021 | 4.246611 | 12.169122 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | inf | 350.941437 | 349.507799 | inf | inf | 104.050622 | -1.598895 | 492.584161 | -4.675000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Temporal Variability | 3.557691 | 1.636290 | 2.948349 | -0.693779 | 1.904329 | -0.950005 | 3.557691 | -0.070319 | 0.400694 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | 5.129879 | -0.027681 | 5.129879 | 0.309296 | 3.521668 | -0.159020 | 2.721900 | 2.891683 | 1.592645 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Temporal Variability | 22.978820 | 19.937273 | 21.949931 | 2.883699 | 9.860306 | 2.559023 | 22.978820 | -0.536526 | -0.173327 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Temporal Variability | 6.325889 | 4.210671 | 3.382080 | 6.168288 | -0.398523 | 6.325889 | 0.231213 | -0.074573 | -0.564126 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | 6.264872 | 4.798715 | 6.264872 | -0.217399 | 6.185536 | 0.108428 | 3.837699 | 0.890758 | 0.536339 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 6.750488 | 4.268787 | 3.389452 | 6.750488 | -0.573695 | 3.717191 | -0.012844 | 0.223225 | -0.544609 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 7.850855 | 3.382301 | 4.454905 | -0.360451 | 7.850855 | -0.103561 | 5.179499 | 0.091667 | 0.788692 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Temporal Variability | 1.147985 | -0.533011 | -0.883019 | -0.529917 | -0.041447 | 0.121189 | 1.147985 | 0.036794 | -0.162944 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | 5.800817 | 5.800817 | 4.763717 | 5.725130 | -0.127060 | 4.090826 | 0.798746 | 0.506166 | -0.380493 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 4.638894 | 4.310802 | 3.648560 | 4.638894 | 1.777924 | 3.583760 | 1.201615 | 1.052211 | 0.612502 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Temporal Discontinuties | 6.179573 | 3.429153 | 3.183873 | 4.358796 | -0.500084 | 5.685919 | 0.815280 | 6.179573 | -0.117241 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 4.331247 | 2.910983 | 3.915147 | -0.630927 | 4.331247 | 0.608120 | 3.831531 | 0.395564 | 0.199205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Temporal Variability | 1.484131 | -1.024018 | -0.183235 | -0.138397 | -0.774161 | 0.100275 | 1.484131 | -0.217364 | 0.115592 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Temporal Discontinuties | 7.568162 | 3.880177 | 3.164115 | 5.007136 | -0.611554 | 5.309744 | 1.082888 | 7.568162 | 0.326549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Power | 6.068858 | 4.043216 | 3.942775 | 6.068858 | 1.960081 | 4.161352 | 0.489267 | 0.089510 | 0.760208 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | 1.633766 | 1.633766 | 1.633766 | 1.509412 | 1.509412 | 0.566250 | 0.566250 | 0.074197 | 0.074197 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 1.581344 | 1.581344 | 1.209130 | 0.143470 | -1.974869 | -0.918461 | -2.158389 | -1.388354 | -0.580961 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 18.826481 | 5.378140 | 4.716232 | 18.826481 | 13.828756 | 9.263191 | 5.525678 | -1.174176 | -0.962883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 0.975020 | 0.975020 | 0.501714 | -0.040405 | -1.529153 | -1.191750 | -2.415445 | -1.175894 | -0.833037 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 1.578929 | 1.578929 | 1.204475 | 0.344519 | -1.047875 | -0.991551 | -1.776865 | -1.859952 | -1.420794 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 0.995450 | 0.995450 | 0.773539 | -0.043470 | -1.205188 | -0.960114 | -1.678974 | -1.371096 | -0.937021 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 1.803223 | 1.803223 | 1.388746 | 0.654902 | -0.732233 | -0.533259 | -1.565095 | -1.240547 | -1.008145 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 11.103216 | 5.384081 | 6.634429 | 7.371321 | 11.103216 | 4.710235 | 8.708181 | 0.356029 | 3.037536 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 10.605624 | 5.707462 | 4.780068 | 10.605624 | 7.531134 | 9.964352 | 6.223948 | -1.051601 | -0.868711 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 22.244060 | 5.292622 | 7.174993 | 15.518909 | 22.244060 | 0.344893 | 0.181800 | -1.456671 | -1.524356 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 2.977620 | 2.370766 | 2.977620 | 0.126313 | 1.745390 | -1.654121 | -0.359062 | -1.016575 | -1.002714 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 17.815650 | 7.760582 | 8.999330 | 12.863559 | 17.815650 | 10.773251 | 15.146116 | -2.396405 | -1.751267 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 2.489993 | 2.489993 | 1.613289 | 1.449042 | 0.021823 | -1.777277 | -1.750735 | -1.916829 | -1.107392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 1.750596 | 1.399519 | 1.750596 | -0.881674 | 0.500230 | -2.153572 | -1.302333 | -0.683400 | -1.138562 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 11.139187 | 7.147560 | 5.577121 | 11.139187 | 7.611663 | 8.682738 | 6.078626 | -1.981204 | -1.496637 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 14.618266 | 8.223078 | 6.518231 | 14.618266 | 9.866887 | 11.376708 | 7.585943 | -1.615278 | -1.567984 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | 1.692745 | 1.173129 | 1.692745 | -0.865102 | 0.408820 | -2.491829 | -1.117840 | -0.932981 | -1.594055 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | nn Temporal Variability | 10.096165 | 2.770094 | 4.529035 | 3.229593 | 5.942928 | 10.096165 | 6.376589 | 1.334904 | 0.246776 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Temporal Variability | 10.095585 | 5.420389 | 7.047584 | 5.964002 | 9.853203 | 4.948708 | 10.095585 | 7.139333 | 9.044091 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Temporal Variability | 15.146224 | 8.890460 | 6.249836 | 13.674266 | 8.746615 | 15.146224 | 7.862671 | 0.245378 | -1.901676 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 2 | dish_ok | ee Power | 11.999846 | 5.437252 | 5.950194 | 7.170172 | 11.999846 | 5.006080 | 3.225947 | 0.116439 | -0.366498 |